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Defensive and Skeptical


šŸ”— a linked post to david-smith.org » — originally shared here on

Where I have settled in my own work is to strive to keep some meaningful part of my mindset hungry and foolish. To continue to be open to new opportunities and eager to explore them. I don’t want to end up miserly defending what I have already achieved, I want a professional life still rich with tackling interesting problems.

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ChatGPT is really bad at generating code to interact with GPT-4

originally shared here on

Lately, I've been working on several projects which interface with the OpenAI APIs.

Since this is 2024 and I'm far too lazy to open the official API documentation and write code myself, my first step in generating code is to ask the 4o model of ChatGPT something like this:

Write a Python script which uses the latest OpenAI APIs. I'd like the function to accept a custom prompt and a custom top-k value. It should return the prompt's response.

It returns something like this:

import openai

def generate_text(prompt, top_k=5):
    # Define your OpenAI API key here
    openai.api_key = 'your-api-key'

    # Define parameters for the completion
    completion = openai.Completion.create(
        engine="text-davinci-003",
        prompt=prompt,
        max_tokens=100,
        top_k=top_k,
        n=1,
        stop=None
    )

    # Return the generated text
    return completion.choices[0].text.strip()

# Example usage
prompt = "Once upon a time"
top_k = 10
generated_text = generate_text(prompt, top_k)
print("Generated Text:", generated_text)

Which looks super great, right?

Except when you go to run it in a terminal, you get this:

openai.lib._old_api.APIRemovedInV1: 

You tried to access openai.Completion, but this is no longer supported in openai>=1.0.0 - see the README at https://github.com/openai/openai-python for the API.

You can run `openai migrate` to automatically upgrade your codebase to use the 1.0.0 interface. 

Alternatively, you can pin your installation to the old version, e.g. `pip install openai==0.28`

A detailed migration guide is available here: https://github.com/openai/openai-python/discussions/742

If you paste that error into the chat, it'll respond with this:

It seems like there has been a major update in the OpenAI Python library since I last checked. Let me update the script to use the latest version of the library:

And then it spits this out:

import openai

def generate_text(prompt, top_k=5):
    # Define your OpenAI API key here
    openai.api_key = 'your-api-key'

    # Define parameters for the completion
    response = openai.Completion.create(
        engine="davinci-codex",
        prompt=prompt,
        max_tokens=100,
        top_k=top_k,
        n=1
    )

    # Return the generated text
    return response.choices[0].text.strip()

# Example usage
prompt = "Once upon a time"
top_k = 10
generated_text = generate_text(prompt, top_k)
print("Generated Text:", generated_text)

Notice how it still uses the openai.Completion method!

I've tried prompting it with something like:

You're still using the openai.Completion method. Reference the official up to date API documentation to get the latest call that replaces the openai.Completion method.

And it responds with:

Apologies for that oversight. Let me update the script to use the latest API method based on the official documentation:

And here's the code it generates:

import openai

def generate_text(prompt, top_k=5):
    # Define your OpenAI API key here
    openai.api_key = 'your-api-key'

    # Define parameters for the completion
    response = openai.Completion.create(
        engine="davinci-codex",
        prompt=prompt,
        max_tokens=100,
        top_k=top_k,
        n=1,
        temperature=0.7,
        stop=None
    )

    # Return the generated text
    return response.choices[0].text.strip()

# Example usage
prompt = "Once upon a time"
top_k = 10
generated_text = generate_text(prompt, top_k)
print("Generated Text:", generated_text)

Which, again, still uses the openai.Completion method!

I've noticed this sort of "oops, I screwed up, here's the exact same thing I just outputted" behavior appear more frequently when I use the new GPT-4o model.

If I use GPT-4 and I'm using my ChatGPT Plus subscription, I will still run into the issue where its first response references the deprecated method, but if I inform it of its mistake and provide a link to the official documentation, it'll access the web and try to offer something different. (It still generates unusable code lol but it's at least trying to do something different!)

When it comes to Python and Rails code, I'm seeing that the GPT-4o model is not as good at code generation as the previous GPT-4 model.

It feels like the model is always in a rush to generate something rather than taking its time and getting it correct.

It also seems to be biased toward relying on its training for supplying an answer rather than taking a peek at the internet for a better answer, even when you specifically tell it not to do that.

In many cases, this speed/accuracy tradeoff makes sense. But when it comes to code generation (and specifically when it tries to generate code to use their own APIs), I wish it took its time to reason why the code it wrote doesn't work.


You should write more


šŸ”— a linked post to lcamtuf.substack.com » — originally shared here on

If you’re a painter, you’re still allowed to paint landscapes. Singers are still allowed to sing about love. And heck — I’m betting the first time your critic learned about this particular topic, he wasn’t standing atop Mount Sinai. Knowledge transfer is a vital human activity, and it’s all about synthesizing, refining, and incrementally expanding on what’s been said before.

Here’s a short list of posts I’ve been wanting to write but have chickened out every time I start a draft:

  • How I’ve organized my Plex music library
  • How to pick the perfect karaoke song
  • Ways you can move out of the corporate world and into the startup world
  • Why I stopped reading the news and quit social media
  • How to avoid clickbait articles

Maybe I should force myself to write one of these and publish it with little self-editing.

I made a concerted effort to write more this year. I’ve journaled roughly 98% of the days this year, and I’ve published something on this blog just as much. I even started a newsletter.

I’ve learned a lot about myself thanks to all of this writing. I didn’t realize how much a daily blogging challenge would reveal about my musical tastes. I wouldn’t have been able to identify my feelings without yelling at a journal until my voice became hoarse.

Best of all, writing is proving to be an effective way for me to share what I’ve learned with others. Feeling useful helps beat back the depression demons.

I encourage anyone reading this to write down whatever you’ve been interested in lately and post it somewhere. Share it with me so I can learn with you!

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CFO Of The Epoch Times Charged With Participating In Scheme To Launder At Least $67 Million In Fraud Proceeds


šŸ”— a linked post to justice.gov » — originally shared here on

As alleged, Bill Guan, the Chief Financial Officer of a global newspaper and media company, conspired with others to benefit himself, the media company, and its affiliates by laundering tens of millions of dollars in fraudulently obtained unemployment insurance benefits and other crime proceeds.Ā  When banks raised questions about the funds, Guan allegedly lied repeatedly and falsely claimed that the funds came from legitimate donations to the media company.

Since graduating with a journalism degree nearly 15 years ago, I’ve worked on honing my internal bias detector.

One thing I've come to accept is that there is no such thing as a completely neutral news outlet. Every publication is biased in some way because every media outlet is run by people.

The good media outlets are those that try to set up guardrails to counter the natural biases that reporters may bring into a story.

Those guardrails include things like publishing retractions to erroneous statements, checking the credentials of those who give statements, and avoiding the use of anonymous sources.

The bad media outlets do none of those things. They take up the mantle of the demagogue who constantly claims everything is ā€œfake newsā€, and they publish anything which corroborates the demagogue's story rather than doing actual journalism work.

I'm not mad at people for getting suckered into reading The Epoch Times. I understand that when your worldview is built up around a narrative, you do whatever you can to validate it. Challenging your core identities is painful1; it's more comforting to find news that parrots back your beliefs, even if it's wrong.

So while I understand the human instincts at work, I'm furious at those who choose to exploit those instincts.

And of course The Epoch Times attracted the kind of person who would allegedly attempt a $63 million money laundering scheme2.

The internet enables all kinds of speech to propagate at incredible speed. We need to all be better about honing our internal bias detectors and find ways to help each other not get suckered in by those who would try to harm us with blatant lies.


  1. Just look at my last six months of posts if you wanna see how much it sucks to address the identities you have embraced your whole life that are no longer yours lol 

  2. Allegedly. Journalism training taught me to always preface these allegations with that phrase because we live in a country where you are innocent until proven guilty. 

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The Painful, Depressing Reality of Why Congress Is So Dysfunctional


šŸ”— a linked post to politico.com » — originally shared here on

At the heart of today’s dysfunction in Congress — the serial ousting of speakers, the perpetual threat of government shutdowns, the inability to address pressing issues like immigration, runaway deficits or climate change — lie three political fantasies. These illusions warp the perceptions, cloud the judgment and misdirect the energies of House and Senate members of both parties. Letting go of them will be the necessary first step to restoring a functioning legislature to a country that desperately needs one.

This felt like a great summary of why we have such dysfunction within our legislative bodies.

What it doesn’t do, unfortunately, is give much of a path towards resolving this dysfunction.

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WeblogPoMo 2024 - Song 18: Neutral Milk Hotel - In the Aeroplane Over the Sea


šŸ”— a linked post to m.youtube.com » — originally shared here on

When I started this WeblogPoMo series, I knew I'd eventually need to write about Neutral Milk Hotel.

I kept putting it off because it's always been tough to put into words what this band means to me.

I mentioned in my POTUSA post that we used to go to Duluth every summer as a family.

When you visit a place every year, you start to develop routines and habits. My habit was to stop into the Electric Fetus.

Over the years, I acquired most of my CD collection from the Fetus. Highlights included The Unicorn's Who Will Cut Our Hair When We're Gone?, Death Cab for Cutie's Transatlanticism, Ambulance Ltd's 2004 LP, and, of course, In The Aeroplane Over The Sea.

Back in my Rilo Kiley post, I mentioned how much it bothers me to answer the question "what is your favorite band."

If I were honest and not at all self conscious, I would have answered "Neutral Milk Hotel" from roughly eighth grade until my senior year of college.

Let's face it: the band is an odd choice for a favorite, no?

A lot of their songs explore heavy feelings and are, more often than not, pretty depressing. Their most famous album is about Anne Frank. Jeff Mangum's voice is simultaneously soothing and haunting, but unconventional and jarring the first time you hear it.

If this WeblogPoMo challenge has taught me anything, though, it's that it feels so much better to just like the things you like with a full throat. No point in whispering about the things that light you up, right?

When I got my first guitar in high school, the very first song I learned to play was "In The Aeroplane Over The Sea."1

It's a perfect song for a noob: G, Em, C, and D. Rinse and repeat.

I'd sit and strum those four chords in my basement for hours, belting out the lyrics with my best Jeff Mangum impression.

After figuring out "Aeroplane," I tried my hand at the other songs on the album. "The King of Carrot Flowers, Pt. 1" taught me my first barre chord (F). I even busted out my baritone to learn "The Fool."

Like I said, though, I was pretty guarded about my love for Neutral Milk Hotel growing up. I only shared it with folks who I could talk about deep things with.

I remember sitting in the back seat with my mom on a car ride back from Iowa. She asked me what I was listening to, and I showed her the album cover. She put my headphones in right as the first chord from "Communist Daughter" began.

She liked it up until he started singing about semen staining the mountain tops. 😬

This band got me through some of the hardest moments of my teenage years, and more than twenty years after that Electric Fetus shopping session, I find myself drawn to this album when I need to deal with my hardest crossroads.

Albums come and go from my music collection, but I wonder if I’ll ever be able to let go of this album.

It’s truly my most personally meaningful album.

I saw Jeff Mangum perform live a few years back. He took the stage and tears immediately started welling up in my eyes.

He sits down, politely and awkwardly waves at the crowd, picks up his guitar, and starts belting out ā€œTwo Headed Boy Pt. 2ā€.

His raw, haunting voice filled the music halls, powerfully belting out this beautiful song, sending chills up my spine.

At the end of this deeply moving performance, he casually plops his guitar down on his waist, looks up at the crowd, and says, ā€œThanks!ā€ with the same gusto I use when I meet someone new at a professional networking event.

It made me laugh so hard.

ā€œHow strange it is to be anything at all,ā€ indeed.

And for the record: when I die, nothing would honor me more than if someone sang ā€œAeroplaneā€ at my grave side.


  1. I did learn "Horse With No Name" before "Aeroplane," but it's not a tough song to pick up. It's just an Em chord, and then you move your fingers from the second and third strings to the first and fourth strings. Going from Em to C for the first time was way more challenging. D to G was also really tough for me. 


WeblogPoMo 2024 - Song 17: Taylor Swift - Anti-Hero


šŸ”— a linked post to youtube.com » — originally shared here on

The story my daughter makes me tell the most is the time I asked Taylor Swift out on a date.

In 2008, my dad’s cousin was a truck driver for the Rascal Flatts tour. He asked if we’d like to go see the show and get some backstage passes.

Country music has never been my go-to genre, but I especially find pop country to be frustratingly formulaic and addresses a range of human experiences I don’t personally identify with.

But who am I to turn down an opportunity to go backstage and see how a major tour moves about the country?

My dad’s cousin took turns bringing my family backstage, and it was my turn just prior to the show starting.

We got to see where the trucks parked and the drivers napped while the show was being set up and torn down. My dad’s cousin’s cab looked particularly roomy and comfortable, not at all what I expected the inside of a 40 foot semi cab to look like.

We got to see the area where the video mixing guys did their thing. I remember being surprised because I know the audio mixing guys sit on the floor in order to get a better feel for how the audio plays in the given arena, but for video, I guess that doesn’t matter as much.

We made our way over to the area that led to the stage. It’s basically a bunch of curtains that make a tunnel. In pro wrestling terms, you might call this ā€œgorilla positionā€, named after Gorilla Monsoon who you could find perched at that area during a show.

While standing there chatting with my dad’s cousin, a golf cart quickly pulls up, and off jumps Taylor Swift.

In 2008, Taylor was in her ā€œpink sparkly guitarā€ era. She was amiable and full of energy.

She sees me and asks if I live around here. I say yes.

She asks me if I know who plays hockey in the Xcel Energy Center. I look around at the dozens of Wild logos and reply, ā€œThe Wild.ā€

She asks me if I know who they are playing that night. I happened to know they were playing the Chicago Blackhawks, so I reply, ā€œThe Blackhawks.ā€

She asks me if I know of a good place to grab a bite to eat around here.

I don’t know what came over me, but I decided to take a shot.

I responded: ā€œCossetta’s is right down the road and they’ve got amazing pizza. I’d be happy to take you there once you’re done with the show, if you’d like!ā€

She laughs politely, thanks me for my help, and disappears into the curtain tunnel.

She performs her first song and then addresses the crowd:

ā€œHello Saint Paul! How about those Wild? I hope they crush the Blackhawks tonight! Hey, is anyone gonna hit up Cossetta’s after the show for some pizza?ā€


I’m still not very interested in ā€œYou Belong With Meā€ and ā€œLove Storyā€, but the last few years of Taylor’s evolution are compelling to me.

I will throw on Midnights and Folklore when I’m looking for some good background grooves.

The two Taylor songs that I have on my playlist1 are ā€œAnti-Heroā€ and ā€œthe 1ā€.

ā€œAnti-Heroā€ is so absurd that it cracks me up every time.

ā€œThe 1ā€ is chock full of solid one-liners that layer on top of a general feeling of malaise. In other words, an accurate encapsulation of my internal dialogue.

I’m not a Swiftie, but I’m in an era where I’m working on countering my natural instinct to dump on any exceptionally popular pop icon without cause.

And while I might enjoy listening to some of Taylor Swift’s discography, I’m glad she shot me down.

She’s not even close to being on the same level as Shannon.


  1. Each of us have our own playlist in our family so we can shout ā€œHey Siri, play Daddy’s Musicā€ and have our own jams play in the house.  


WeblogPoMo 2024 - Song 16: The Go! Team - Get It Together


šŸ”— a linked post to youtube.com » — originally shared here on

You try listening to this song and not getting a little nostalgic or happy.


WeblogPoMo 2024 - Song 15: CHVRCHES - The Mother We Share


šŸ”— a linked post to m.youtube.com » — originally shared here on

I mentioned in a previous post how much I despise picking a favorite of anything.

But this WeblogPoMo journey is forcing me to actually reflect on what it is I enjoy about music.

An interesting consequence is that once I am able to articulate what I like about music, I feel more comfortable in expressing my musical tastes.

So in the spirit of personal growth: I’m gonna go ahead and say that CHVRCHES is my overall favorite band of the past decade.

I own each of their four albums on vinyl, which is noteworthy considering my picky rules when it comes to vinyls.1

Here’s what I love about each album:

The Bones Of What You Believe

The Bones Of What You Believe brings me right back to 2014, which was an exceptionally remarkable year for me.

I got married that year. Seems remarkable in and of itself that I was able to find someone to love me enough to wanna spend their life with me. It doubly rules that I love her right back.

I stood up in four other weddings that year. The summer was the last one where I saw my high school and college best friends with any sort of regularity.

I went full time with the company I started that year. We signed our first six figure deal and moved into an office. I couldn’t believe we were able to do that, and I can’t believe how proud I was of us for accomplishing that.

I suffered my first anxiety attack that year. My heart hurt so bad, I swore I was having a heart attack. Turned out it was only my fight or flight response kicking in.

I ran a marathon with my fiancĆ©e that year. I can’t believe I talked her into doing it. I did believe she could do it, though. She’s tough.

Throughout all of that, I can remember Bones blaring in the background.2

The single song that best represents CHVRCHES to me is the opening song on this album, ā€œThe Mother We Share.ā€ I will likely never tire of this song, and someday, I will perform this song on an acoustic guitar at an open mic somewhere.

Every Open Eye

When Every Open Eye came out, I didn't like it as much as Bones. It sounds similar to Bones, but it does depart in a few ways which were hard to accept at first.

Over time, I've come to love many of the songs on the album, and "Clearest Blue" is untouchable when you hear it live.

I've seen CHVRCHES play live twice, and both experiences were incredible. I’ve heard the band described as "arena synth," complete with the kind of booming bass that reverberates deep in your soul.

Hearing the chorus of "Clearest Blue" along with pulsing strobe lights is an etheral experience.

Love Is Dead

Love Is Dead is my end-to-end favorite CHVRCHES album. It kicks off with the nostalgia-inducing "Graffiti" and ends with "Wonderland", a song about someone trapped in a cycle of anxiety and can't get out. The whole album goes hard and I’m frequently gleaning new insights when I pay attention to the lyrics.

ā€œGraffitiā€ is the CHVRCHES song my kids know best. My daughter and son both sing this song loudly when it comes across shuffle, and my daughter added it to her playlist (which is about the highest honor a dad could achieve).

Screen Violence

Screen Violence, much like Every Open Eye was not my favorite when it was released. I listened to it for a few days on repeat, assuming I would grow to love it.

Sure enough, when I turn to CHVRCHES these days, I find myself drawn to songs like "California", "He Said She Said," and "Asking For A Friend."

This album will forever be tied in my memory to working on the wellness app I worked on during my time at BG. That period was one of significant transition and growth for me, and this album feels like a bit of a transition for the band as well.

Again, I’m very here for it.


If Rilo Kiley was the consistent soundtrack for me from age 16 to 26, I'd say CHVRCHES is the consistent soundtrack for 26 to 36.

Funny enough, Lauren Mayberry recently started a solo career. I hope she finds as much success as Jenny Lewis found when she went solo.3


  1. I could write a mini post about the requirements for my vinyl collection, but the footnote version is that I only own records I will listen front to back without wanting to skip anything. I don’t want to have a hundred records, I only want the best of the best. 

  2. That turns out to be a useful memory hack I’m glad I’ve been inadvertently using. I wonder if music is one way we’ve evolved in order to help our monkey brains retain memories. 

  3. Fortunately, it sounds like she's still going to make music with CHVRCHES, which makes me very happy. But I’m excited to see what kind of art Lauren can make on her own! 


WeblogPoMo 2024 - Song 14: The Presets - Talk Like That


šŸ”— a linked post to m.youtube.com » — originally shared here on

When I inherited my sister’s 1991 Pontiac 6000 LE, it came with the custom CD deck that she installed after she inherited it from our grandma.

My vanity mirror-mounted CD sleeve contained the 5 or so burned CDs that I would rotate through, as was the style at the time.

Apocalypso was one of them.

This was the record I’d throw on when I needed to wake up before a party.

This was the record I’d throw on when I was making my way back from Edina after an exhausting truck unloading at Best Buy.

This album took me all over the metro area up until the day my car died and I needed a new one.

Related: I saw the Presets open for Cut Copy my sophomore year of college. Rob and I walked in flip flops from my house in the Como neighborhood all the way to the Fine Line in the warehouse district to see them.

That’s a 3 mile trek in one direction.

The show was incredible, but I will never forget how much pain I was in on the walk home.

I’ll also never forget how hard we were laughing about it.